{"query":"STEPS","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":10,"skills":[{"rank":1,"match_score":99,"raw_match_score":996.1,"slug":"ucaszyp-steps","name":"STEPS","description":"This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\"","tagline":"This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\"","category":"robotics-iot","tags":["computer-vision","automation","robotics-iot","deep-learning","depth-estimation","pytorch","self-supervised-learning","python","github"],"author":{"name":"ucaszyp","verified":false,"url":"https://github.com/ucaszyp"},"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"GitHub star discovery","sourceDetail":"ucaszyp/STEPS","creatorName":"ucaszyp","creatorUrl":"https://github.com/ucaszyp","sourceUrl":"https://github.com/ucaszyp/STEPS","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/ucaszyp-steps#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\""}],"handoff_url":"https://www.openagentskill.com/api/skills/ucaszyp-steps/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ucaszyp-steps"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"194 GitHub stars","repoActivity":"194 stars, 10 forks","lastPushed":"3y since push","license":"MIT","repository":"https://github.com/ucaszyp/STEPS","install":"npx skills add ucaszyp/STEPS","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["robotics-iot","computer-vision","automation","deep-learning","depth-estimation","pytorch"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 194 stars, 10 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":63,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 194 stars, 10 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":49,"label":"Needs review"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"3y since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","No OpenAgentSkill engagement data yet","Repository appears stale","Quality score needs review","Stars/forks activity: 194 stars, 10 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"],"agent_contract":{"task_input":"Use STEPS in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 72/100 Strong shortlist","Audit: 63/100 Needs review","Safety: 47/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"ucaszyp-steps (STEPS)","install_command":"npx skills add ucaszyp/STEPS","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"ucaszyp-steps","task":"Use STEPS in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/ucaszyp-steps","api":"https://www.openagentskill.com/api/agent/skills/ucaszyp-steps","audit":"https://www.openagentskill.com/skills/ucaszyp-steps/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=ucaszyp-steps&task=Use%20STEPS%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20STEPS%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20STEPS%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/ucaszyp-steps/install","manifest":"https://www.openagentskill.com/api/registry/manifest/ucaszyp-steps"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"ucaszyp-steps","name":"STEPS","description":"This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\"","category":"robotics-iot","url":"https://www.openagentskill.com/skills/ucaszyp-steps","repository":"https://github.com/ucaszyp/STEPS","github_repo":"ucaszyp/STEPS"},"suited_tasks":["GitHub automation workflows","Claude Code teams","builders willing to evaluate younger projects","Inspect repository metadata","Compare code changes","Write concise engineering summaries","Inspect source files","Explain architecture"],"suited_agents":["Python","Computer Vision","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add ucaszyp/STEPS","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add ucaszyp/STEPS"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"STEPS\" agent skill from https://github.com/ucaszyp/STEPS. 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Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\""}],"handoff_url":"https://www.openagentskill.com/api/skills/ucaszyp-steps/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/ucaszyp-steps"},"trust":{"score":72,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"194 GitHub stars","repoActivity":"194 stars, 10 forks","lastPushed":"3y since push","license":"MIT","repository":"https://github.com/ucaszyp/STEPS","install":"npx skills add ucaszyp/STEPS","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["robotics-iot","computer-vision","automation","deep-learning","depth-estimation","pytorch"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 194 stars, 10 forks; issue activity unavailable in current metadata","Recent maintenance: 3y since push"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. 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Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: This is the official repository for ICRA-2023 paper \"STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation\"","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"STEPS\" as a Claude Code skill from https://github.com/ucaszyp/STEPS. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. 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Creators can claim the listing to update ownership signals."},"stats":{"stars":106,"forks":90,"downloads":0,"rating":0,"review_count":0,"quality_score":47.91},"quality":{"score":77,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"106","tone":"neutral"},{"label":"Freshness","value":"6d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v4","score":80,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"106 GitHub 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